Health 0.0

Person People
Akram Bayat
Postdoctoral Associate
Person People
Hyung-Jin Yoon
Postdoctoral Associate
Person People
Sambuddha Ghosal
Postdoctoral Associate
Person People
Elise O'Hara
Administrative Assistant
Past Member
Person People
Francis Kendall
Research Affiliate
Past Member
Person People
Aman Rana
Senior Research Support Associate
Person People
Pratik Shah
Principal Research Scientist
Past Member
Person People
Gregory Yauney
Technical Associate
Past Member
Person People
Gaurav Bhatia
Senior Research Support Associate
Past Member
Person People
Keith Angelino
Technical Associate
Past Member
Person People
Perikumar Javia
Research Specialist

Student Researchers

Connor Anderson, BS Electrical Engineering and Computer Science '21,  MIT

2019-Present. Undergraduate Research in Machine Learning and Medicine with Pratik Shah at MIT.

Michael Gilbert, BS Electrical Engineering and Computer Science '22, MIT

2019-Present. Undergraduate Research in Machine Learning and Medicine with Pratik Shah at MIT.

Elizabeth Zhou, BS Electrical Engineering and Computer Science '21, MIT

2019-Present. Undergraduate Research in Machine Learning and Medicine with Pratik Shah at MIT.

Past Trainees

Aman Rana, BS and MS Robotics Engineering, Worcester Polytechnic Institute

2017-2019. Senior Research Support Associate with Pratik Shah at MIT.
Now - Applied Research Scientist at Amazon, Cambridge, MA.

Publications with Dr. Pratik Shah:

  1. 2019. High accuracy tumor diagnoses and benchmarking of hematoxylin and eosin stained prostate core biopsy images generated by explainable deep neural network
    Aman Rana, Lowe A, Lithgow M, Horback K, Janovitz T, Da Silva A, Tsai H, Shanmugam V, Yoon H, Shah P
    Under review
  2. 2019. Automated process incorporating machine learning segmentation and correlation of oral diseases with systemic health
    Gregory Yauney, Rana A, Javia P, Wong L, Muftu A, Shah P
    41st IEEE International Engineering in Medicine and Biology Conference-(Accepted for publication)
  3. 2019. Digital reconstruction and tomography of teeth using near-infrared light
    Keith Angelino, Yauney G, Rana A, Muftu A, Edlund D, Shah P
    41st IEEE International Engineering in Medicine and Biology Conference-(Accepted for publication)
  4. 2018. Computational histological staining and destaining of prostate core biopsy RGB images with generative adversarial neural networks
    Aman Rana, Yauney G, Lowe A, Shah P
    17th IEEE International Conference of Machine Learning and Applications, DOI: 10.1109/ICMLA.2018.00133
  5. 2018. Machine learning algorithms for classification of microcirculation images from septic and non-septic patients
    Perikumar Javia, Rana A, Shapiro NI, Shah P
    17th IEEE International Conference of Machine Learning and Applications, DOI: 10.1109/ICMLA.2018.00097
  6. 2017. Automated segmentation of gingival diseases from oral images
    Aman Rana, Yauney G, Wong L, Muftu A, Shah P
    IEEE-NIH 2017 Special Topics Conference on Healthcare Innovations and Point-of-Care Technologies, DOI: 10.1109/HIC.2017.8227605

Gregory Yauney, BS Computer Science, Brown University

2016-2018. Technical Associate with Dr. Pratik Shah at MIT.
Now - Ph.D. Student Computer Science Department, Cornell University, Ithaca, NY.

Publications with Dr. Pratik Shah:

  1. 2019. Automated process incorporating machine learning segmentation and correlation of oral diseases with systemic health
    Gregory Yauney, Rana A, Javia P, Wong L, Muftu A, Shah P
    41st IEEE International Engineering in Medicine and Biology Conference-(Accepted for publication)
  2. 2019. Digital reconstruction and tomography of teeth using near-infrared light
    Keith Angelino, Yauney G, Rana A, Muftu A, Edlund D, Shah P
    41st IEEE International Engineering in Medicine and Biology Conference-(Accepted for publication)
  3. 2018. Reinforcement learning with action-derived rewards for chemotherapy and clinical trial dosing regimen selection
    Gregory Yauney
    , Shah P
    Proceedings of the 3rd Machine Learning for Healthcare Conference, PMLR 85:161-226
  4. 2018. Technology-enabled examinations of cardiac rhythm, optic nerve, oral health, tympanic membrane, gait and coordination evaluated jointly with routine health screenings: an observational study at the 2015 Kumbh Mela in India
    Pratik Shah, Yauney G, Gupta O, Patalano V, Mohit M, Merchant R, Subramanian SV
    The British Medical Journal Open, PMID: 29678964
  5. 2018. Computational histological staining and destaining of prostate core biopsy RGB images with generative adversarial neural networks
    Aman Rana, Yauney G, Lowe A, Shah P
    17th IEEE International Conference of Machine Learning and Applications, DOI: 10.1109/ICMLA.2018.00133
  6. 2017. Convolutional neural network for combined classification of fluorescent biomarkers and expert annotations using white light images
    Gregory Yauney
    , Angelino K, Edlund D, Shah P
    17th annual IEEE International Conference on BioInformatics and BioEngineering,
    DOI: 10.1109/BIBE.2017.00-37
  7. 2017. Automated segmentation of gingival diseases from oral images
    Aman Rana, Yauney G, Wong L, Muftu A, Shah P
    IEEE-NIH 2017 Special Topics Conference on Healthcare Innovations and Point-of-Care Technologies, DOI: 10.1109/HIC.2017.8227605
  8. 2017. Clinical validation and assessment of a modular fluorescent imaging system and algorithm for rapid detection and quantification of dental plaque
    Pratik Shah, Angelino K, Edlund D, Mohit M, Yauney G
    BMC Oral, 2017, PMID: 29284461

Keith Angelino, BS and MS Biomedical Engineering, Case Western Reserve University

2016-2018. Technical Associate with Dr. Pratik Shah at MIT.
Now - At startup.
Publications with Dr. Pratik Shah:

  1. 2019. Digital reconstruction and tomography of teeth using near-infrared light
    Keith Angelino, Yauney G, Rana A, Muftu A, Edlund D, Shah P
    41st IEEE International Engineering in Medicine and Biology Conference-(Accepted for publication)
  2. 2017. Near-infrared transillumination guides administration of dental 2D radiography and CBCT imaging
    Keith Angelino, Edlund D, Bhatia G, Wu S, Shah P
    17th annual IEEE International Conference on BioInformatics and BioEngineering, DOI: 10.1109/BIBE.2017.00-33
  3. 2017. Near-infrared imaging for detecting caries and structural deformities in teeth
    Keith Angelino, Edlund D and Shah P
    Journal of Translational Engineering in Health and Medicine, PMID: 28507826
  4. 2017. Clinical validation and assessment of a modular fluorescent imaging system and algorithm for detection and quantification of dental plaque
    Pratik Shah, Angelino K, Edlund D, Mohit M, Yauney G
    BMC Oral, 2017, PMID: 29284461
  5. 2017. Convolutional neural network for combined classification of fluorescent biomarkers and expert annotations using white light images
    Gregory Yauney, Angelino K, Edlund D, Shah P
    17th annual IEEE International Conference on BioInformatics and BioEngineering, DOI: 10.1109/BIBE.2017.00-37

Perikumar Javia, BS and MS Computer Engineering, Arizona State University

2018-2019. Research specialist with Dr. Pratik Shah at MIT.
Now - Machine Learning Software Engineer at Iterative Scopes, Cambridge, MA.
Publications with Dr. Pratik Shah:

  1. 2018. Machine learning algorithms for classification of microcirculation images from septic and non-septic patients
    Perikumar Javia, Rana A, Shapiro NI, Shah P
    17th IEEE International Conference of Machine Learning and Applications, DOI: 10.1109/ICMLA.2018.00097

Gaurav Bhatia, MS Electrical Engineering, University of Houston

2016-2017. Senior research support associate with Dr. Pratik Shah at MIT.
Now - Electrical Engineer at Harbor Design and Manufacturing, Baltimore, MD.
Publications with Dr. Pratik Shah:

  1. 2017. Near-infrared transillumination guides administration of dental 2D radiography and CBCT imaging
    Keith Angelino, Edlund D, Bhatia G, Wu S, Shah P
    17th annual IEEE International Conference on BioInformatics and BioEngineering, DOI: 10.1109/BIBE.2017.00-33

Sharon Wu, BS Computer Science and Molecular Biology '17, MIT

2017. Undergraduate Research Opportunities Program trainee with Dr. Pratik Shah.
UAP: Undergraduate Advanced Project: Microbial pathogenicity island prediction using convolutional neural network.
Now - Research technician Massachusetts General Hospital, Boston, MA.
Publications with Dr. Pratik Shah:

  1. 2017. Near-infrared transillumination guides administration of dental 2D radiography and CBCT imaging
    Keith Angelino, Edlund D, Bhatia G, Wu S, Shah P
    17th annual IEEE International Conference on BioInformatics and BioEngineering, DOI: 10.1109/BIBE.2017.00-33

Alicia Chong Rodriguez, MS Integrated Design and Management '18, MIT

2016-2017. MISTI-MIT Peru fund trainee with Dr. Pratik Shah.
Now - Founder and CEO of Bloomer HealthTech.

Taking on gender gaps in health care and technology
Graduate student Alicia Chong Rodriguez uses her engineering skills to empower women.

Yachi (Judy) Chang, BS Computer Engineering '16, MIT

2015. Undergraduate Research Opportunities Program trainee with Dr. Pratik Shah.
UAP: Undergraduate Advanced Project: Virtual reality in healthcare.
Now - Software engineer Square.